This report contains the results of applying two clustering methods to five datasets of energy consumption at the residential level. For each dataset, clustering method and resulting cluster, a series of graphs is displayed, the meaning of which is explained in the following sections.
The datasets consist of time series of at least 800 days of household energy consumption (in kWh). Some of the time series may have been processed either to replace missing data by imputation or to be extended by replication. The five datasets considered are:
The time series above meet the following criteria:
Since each time series consists of tens of thousands of samples, a machine learning technique known as feature extraction has been used to reduce its dimensionality to just a few values. In this report, a set of 25 features related to seasonal aggregation has been computed to characterize each time series. These features are:
rel_mean_XXhYYhZZZ, where XX may be 00, 04, 08, 12, 16 or 20; YY is XX + 4 (with 24 being expressed as 00); and ZZZ may be spr (spring), sum (summer), aut (autumn) or win (winter): There are 24 features following this pattern. Each of them represents the average energy consumption between hours XX and YY and in the meteorological season ZZZ, computed over the entire time series. The value is expressed as a percentage with respect to the sum of the 24 features.rel_mean_weekday_pday: This feature represents the average energy consumption per day during the weekdays (from Monday to Friday) computed over the entire time series. The value is expressed as a percentage with respect to the sum of rel_mean_weekday_pday and rel_mean_weekend_pday, the latter being the equivalent feature for the weekends (Saturday and Sunday).In this report, at the beginning of each dataset subsection, the feature distribution per dataset is provided for each feature.
Three clustering algorithms have been used to classify the time series from their features:
Hierarchical clustering has been removed.
The selected number of clusters has been 5, 10, 15, 20, 22, 24, 26, 28, 30, 32, 34, 36, 38, 40, 50, 60 and 70 for each of the clustering methods. However, this report shows 16 clusters for UK and IE datasets, 30 clusters for ES datasets, 6 clusters for PT datasets, and 40 clusters for ALL datasets.
Two types of cluster validation have been chosen: internal and stability measures.
For internal validation, the selected measures were:
For stability validation, the selected measures were:
In this report, at the beginning of each clustering method subsection, the seven validation measures are provided.
It has been decided to use the same number of clusters for all analyses in order to facilitate the subsequent cluster tagging. The number of clusters chosen has been 24, as the vast majority of the validation measures obtained show relative maxima (or minima) at or around this number.
Shows a hierarchical classification of the clusters according to their heatmap plots. To compare with the expert-driven taxonomy.
Between 3 and 5 graphs have been plotted for each cluster. Two of the graphs are common to all clusters, while the rest of graphs depend on the dataset. These dataset-dependent graphs reflect the socioeconomical indicators provided as metadata by the dataset.
The graphs common to all datasets are:
For the Goiener & Megara dataset:
For the Low Carbon London dataset:
For the ISSDA dataset:
Three graphs (Survey answers #1, #2 and #3) show, for each cluster, the answers given by the consumers in a pre-trial survey. The questions are labeled with numbers, as well as the answers.
In Survey answers #1, the following Q&A can be found:
In Survey answers #2, the following Q&A can be found:
In Survey answers #3, the following Q&A can be found:
For the ALL dataset:
Internal validation
|
|
|
|
||
|
|
|
|
|
|
Stability validation
|
|
|
|
|
|
|
|
|
|
|
|
Dendrogram
|
|
||||
|
|
|
|
|
|
Number of elements in cluster: 124 (2.4%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 230 (4.4%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 330 (6.3%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 173 (3.3%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 431 (8.2%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 598 (11.4%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 20 (0.4%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 233 (4.4%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 499 (9.5%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 342 (6.5%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 577 (11%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 291 (5.5%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 47 (0.9%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 443 (8.4%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 556 (10.6%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 359 (6.8%)
|
|
|
|
||
|
|
|
|
|
|
Internal validation
|
|
|
|
||
|
|
|
|
|
|
Stability validation
|
|
|
|
|
|
|
|
|
|
|
|
Dendrogram
|
|
||||
|
|
|
|
|
|
Number of elements in cluster: 49 (0.9%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 79 (1.5%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 489 (9.3%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 405 (7.7%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 347 (6.6%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 580 (11%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 298 (5.7%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 358 (6.8%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 455 (8.7%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 200 (3.8%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 105 (2%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 617 (11.7%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 298 (5.7%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 493 (9.4%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 286 (5.4%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 194 (3.7%)
|
|
|
|
||
|
|
|
|
|
|
Internal validation
|
|
|
|
||
|
|
|
|
|
|
Stability validation
|
|
|
|
|
|
|
|
|
|
|
|
Dendrogram
|
|
||||
|
|
|
|
|
|
Number of elements in cluster: 57 (1.3%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 443 (10.5%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 308 (7.3%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 263 (6.2%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 203 (4.8%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 400 (9.5%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 177 (4.2%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 80 (1.9%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 408 (9.7%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 364 (8.6%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 418 (9.9%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 610 (14.4%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 194 (4.6%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 216 (5.1%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 28 (0.7%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 56 (1.3%)
|
|
|
|
|
|
|
|
|
|
|
|
Internal validation
|
|
|
|
||
|
|
|
|
|
|
Stability validation
|
|
|
|
|
|
|
|
|
|
|
|
Dendrogram
|
|
||||
|
|
|
|
|
|
Number of elements in cluster: 211 (5%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 433 (10.2%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 55 (1.3%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 50 (1.2%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 456 (10.8%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 474 (11.2%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 451 (10.7%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 183 (4.3%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 369 (8.7%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 275 (6.5%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 316 (7.5%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 219 (5.2%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 165 (3.9%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 228 (5.4%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 276 (6.5%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 64 (1.5%)
|
|
|
|
|
|
|
|
|
|
|
|
Internal validation
|
|
|
|
||
|
|
|
|
|
|
Stability validation
|
|
|
|
|
|
|
|
|
|
|
|
Dendrogram
|
|
||||
|
|
|
|
|
|
Number of elements in cluster: 48 (0.4%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 133 (1.1%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 1051 (8.9%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 120 (1%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 784 (6.6%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 660 (5.6%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 260 (2.2%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 191 (1.6%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 120 (1%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 270 (2.3%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 133 (1.1%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 64 (0.5%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 519 (4.4%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 89 (0.8%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 940 (7.9%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 424 (3.6%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 234 (2%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 167 (1.4%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 596 (5%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 855 (7.2%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 224 (1.9%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 667 (5.6%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 58 (0.5%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 319 (2.7%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 772 (6.5%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 726 (6.1%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 562 (4.7%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 658 (5.6%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 88 (0.7%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 106 (0.9%)
|
|
|
|
|
|
|
|
|
|
|
|
Internal validation
|
|
|
|
||
|
|
|
|
|
|
Stability validation
|
|
|
|
|
|
|
|
|
|
|
|
Dendrogram
|
|
||||
|
|
|
|
|
|
Number of elements in cluster: 152 (1.3%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 236 (2%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 249 (2.1%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 786 (6.6%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 787 (6.6%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 978 (8.3%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 117 (1%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 404 (3.4%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 44 (0.4%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 166 (1.4%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 671 (5.7%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 598 (5.1%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 806 (6.8%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 662 (5.6%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 488 (4.1%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 394 (3.3%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 81 (0.7%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 122 (1%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 114 (1%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 609 (5.1%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 510 (4.3%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 534 (4.5%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 82 (0.7%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 660 (5.6%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 635 (5.4%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 432 (3.6%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 194 (1.6%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 63 (0.5%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 30 (0.3%)
|
|
|
|
|
|
|
|
|
|
|
|
Number of elements in cluster: 234 (2%)
|
|
|
|
|
|
|
|
|
|
|
|
Internal validation
|
|
|
|
||
|
|
|
|
|
|
Stability validation
|
|
|
|
|
|
|
|
|
|
|
|
Dendrogram
|
|
||||
|
|
|
|
|
|
Number of elements in cluster: 4 (1.1%)
|
|
|
|||
|
|
|
|
|
|
Number of elements in cluster: 11 (3.1%)
|
|
|
|||
|
|
|
|
|
|
Number of elements in cluster: 187 (53.3%)
|
|
|
|||
|
|
|
|
|
|
Number of elements in cluster: 84 (23.9%)
|
|
|
|||
|
|
|
|
|
|
Number of elements in cluster: 32 (9.1%)
|
|
|
|||
|
|
|
|
|
|
Number of elements in cluster: 33 (9.4%)
|
|
|
|||
|
|
|
|
|
|
Internal validation
|
|
|
|
||
|
|
|
|
|
|
Stability validation
|
|
|
|
|
|
|
|
|
|
|
|
Dendrogram
|
|
||||
|
|
|
|
|
|
Number of elements in cluster: 82 (23.4%)
|
|
|
|||
|
|
|
|
|
|
Number of elements in cluster: 27 (7.7%)
|
|
|
|||
|
|
|
|
|
|
Number of elements in cluster: 104 (29.6%)
|
|
|
|||
|
|
|
|
|
|
Number of elements in cluster: 10 (2.8%)
|
|
|
|||
|
|
|
|
|
|
Number of elements in cluster: 95 (27.1%)
|
|
|
|||
|
|
|
|
|
|
Number of elements in cluster: 33 (9.4%)
|
|
|
|||
|
|
|
|
|
|
Internal validation
|
|
|
|
||
|
|
|
|
|
|
Stability validation
|
|
|
|
|
|
|
|
|
|
|
|
Dendrogram
|
|
||||
|
|
|
|
|
|
Number of elements in cluster: 847 (3.6%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 1109 (4.7%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 980 (4.2%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 925 (3.9%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 1462 (6.2%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 604 (2.6%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 285 (1.2%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 975 (4.1%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 1086 (4.6%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 183 (0.8%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 516 (2.2%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 1088 (4.6%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 148 (0.6%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 1366 (5.8%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 1076 (4.6%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 683 (2.9%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 247 (1%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 506 (2.1%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 263 (1.1%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 97 (0.4%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 77 (0.3%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 1069 (4.5%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 1199 (5.1%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 847 (3.6%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 324 (1.4%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 77 (0.3%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 63 (0.3%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 72 (0.3%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 245 (1%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 1290 (5.5%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 696 (3%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 117 (0.5%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 511 (2.2%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 137 (0.6%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 300 (1.3%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 898 (3.8%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 320 (1.4%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 645 (2.7%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 177 (0.8%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 68 (0.3%)
|
|
|
|
||
|
|
|
|
|
|
Internal validation
|
|
|
|
||
|
|
|
|
|
|
Stability validation
|
|
|
|
|
|
|
|
|
|
|
|
Dendrogram
|
|
||||
|
|
|
|
|
|
Number of elements in cluster: 930 (3.9%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 300 (1.3%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 796 (3.4%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 244 (1%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 474 (2%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 1028 (4.4%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 1070 (4.5%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 270 (1.1%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 648 (2.7%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 1044 (4.4%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 871 (3.7%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 187 (0.8%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 1459 (6.2%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 639 (2.7%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 1010 (4.3%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 135 (0.6%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 218 (0.9%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 115 (0.5%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 88 (0.4%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 208 (0.9%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 341 (1.4%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 192 (0.8%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 280 (1.2%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 1012 (4.3%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 633 (2.7%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 1206 (5.1%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 607 (2.6%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 1227 (5.2%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 1131 (4.8%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 835 (3.5%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 139 (0.6%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 1149 (4.9%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 650 (2.8%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 972 (4.1%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 124 (0.5%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 703 (3%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 253 (1.1%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 80 (0.3%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 81 (0.3%)
|
|
|
|
||
|
|
|
|
|
|
Number of elements in cluster: 229 (1%)
|
|
|
|
||
|
|
|
|
|
|